import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
tracks_data = pd.read_csv("dataset/tracks.csv")
tracks_data
| id | name | popularity | duration_ms | explicit | artists | id_artists | release_date | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | time_signature | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 35iwgR4jXetI318WEWsa1Q | Carve | 6 | 126903 | 0 | ['Uli'] | ['45tIt06XoI0Iio4LBEVpls'] | 1922-02-22 | 0.645 | 0.4450 | 0 | -13.338 | 1 | 0.4510 | 0.674 | 0.744000 | 0.1510 | 0.1270 | 104.851 | 3 |
| 1 | 021ht4sdgPcrDgSk7JTbKY | Capítulo 2.16 - Banquero Anarquista | 0 | 98200 | 0 | ['Fernando Pessoa'] | ['14jtPCOoNZwquk5wd9DxrY'] | 1922-06-01 | 0.695 | 0.2630 | 0 | -22.136 | 1 | 0.9570 | 0.797 | 0.000000 | 0.1480 | 0.6550 | 102.009 | 1 |
| 2 | 07A5yehtSnoedViJAZkNnc | Vivo para Quererte - Remasterizado | 0 | 181640 | 0 | ['Ignacio Corsini'] | ['5LiOoJbxVSAMkBS2fUm3X2'] | 1922-03-21 | 0.434 | 0.1770 | 1 | -21.180 | 1 | 0.0512 | 0.994 | 0.021800 | 0.2120 | 0.4570 | 130.418 | 5 |
| 3 | 08FmqUhxtyLTn6pAh6bk45 | El Prisionero - Remasterizado | 0 | 176907 | 0 | ['Ignacio Corsini'] | ['5LiOoJbxVSAMkBS2fUm3X2'] | 1922-03-21 | 0.321 | 0.0946 | 7 | -27.961 | 1 | 0.0504 | 0.995 | 0.918000 | 0.1040 | 0.3970 | 169.980 | 3 |
| 4 | 08y9GfoqCWfOGsKdwojr5e | Lady of the Evening | 0 | 163080 | 0 | ['Dick Haymes'] | ['3BiJGZsyX9sJchTqcSA7Su'] | 1922 | 0.402 | 0.1580 | 3 | -16.900 | 0 | 0.0390 | 0.989 | 0.130000 | 0.3110 | 0.1960 | 103.220 | 4 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 586667 | 5rgu12WBIHQtvej2MdHSH0 | 云与海 | 50 | 258267 | 0 | ['阿YueYue'] | ['1QLBXKM5GCpyQQSVMNZqrZ'] | 2020-09-26 | 0.560 | 0.5180 | 0 | -7.471 | 0 | 0.0292 | 0.785 | 0.000000 | 0.0648 | 0.2110 | 131.896 | 4 |
| 586668 | 0NuWgxEp51CutD2pJoF4OM | blind | 72 | 153293 | 0 | ['ROLE MODEL'] | ['1dy5WNgIKQU6ezkpZs4y8z'] | 2020-10-21 | 0.765 | 0.6630 | 0 | -5.223 | 1 | 0.0652 | 0.141 | 0.000297 | 0.0924 | 0.6860 | 150.091 | 4 |
| 586669 | 27Y1N4Q4U3EfDU5Ubw8ws2 | What They'll Say About Us | 70 | 187601 | 0 | ['FINNEAS'] | ['37M5pPGs6V1fchFJSgCguX'] | 2020-09-02 | 0.535 | 0.3140 | 7 | -12.823 | 0 | 0.0408 | 0.895 | 0.000150 | 0.0874 | 0.0663 | 145.095 | 4 |
| 586670 | 45XJsGpFTyzbzeWK8VzR8S | A Day At A Time | 58 | 142003 | 0 | ['Gentle Bones', 'Clara Benin'] | ['4jGPdu95icCKVF31CcFKbS', '5ebPSE9YI5aLeZ1Z2g... | 2021-03-05 | 0.696 | 0.6150 | 10 | -6.212 | 1 | 0.0345 | 0.206 | 0.000003 | 0.3050 | 0.4380 | 90.029 | 4 |
| 586671 | 5Ocn6dZ3BJFPWh4ylwFXtn | Mar de Emociones | 38 | 214360 | 0 | ['Afrosound'] | ['0i4Qda0k4nf7jnNHmSNpYv'] | 2015-07-01 | 0.686 | 0.7230 | 6 | -7.067 | 1 | 0.0363 | 0.105 | 0.000000 | 0.2640 | 0.9750 | 112.204 | 4 |
586672 rows × 20 columns
tracks_data.columns.values
array(['id', 'name', 'popularity', 'duration_ms', 'explicit', 'artists',
'id_artists', 'release_date', 'danceability', 'energy', 'key',
'loudness', 'mode', 'speechiness', 'acousticness',
'instrumentalness', 'liveness', 'valence', 'tempo',
'time_signature'], dtype=object)
sns.pairplot(tracks_data[['popularity', 'duration_ms', 'explicit',
'danceability', 'energy', 'key',
'loudness', 'mode', 'speechiness', 'acousticness',
'instrumentalness', 'liveness', 'valence', 'tempo','time_signature']])
<seaborn.axisgrid.PairGrid at 0x7fcb53aafe50>